Tokyo Range Breakout AI Usdjpy
- Experts
- Version: 3.16
- Updated: 22 April 2026
- Activations: 10
[Karakuri Algo: Premium AI Edition] Tokyo Range Breakout AI Usdjpy - Advanced Self-Learning Loss Avoidance System
Developed by "Karakuri Algo," this is the flagship Expert Advisor specifically engineered for USDJPY on the 15-minute timeframe.
It integrates the highly reliable Tokyo Range Breakout strategy with a proprietary "Loss-Pattern Memory AI Filter." Unlike standard rule-based EAs, this system learns from its own historical losses, identifying and blocking high-risk signals based on market conditions observed during previous failed trades.
■ Innovative AI Mechanism: 5D Feature Vector Analysis
The AI within this EA utilizes a sophisticated 5D feature vector analysis implemented entirely within MQL5 (no external libraries required).
Whenever a loss occurs, the AI stores the "fingerprint" of the market using five key dimensions:
1. ATR Normalization: Current volatility levels.
2. EMA Distance: Price deviation from the long-term trend.
3. Time Dimension: Specific entry timing.
4. Tokyo Range Width: The magnitude of movement during the Tokyo session.
5. Trade Direction: Independent separation of Buy and Sell patterns.
For every new signal, the AI calculates the Euclidean distance to stored loss patterns. If the similarity score exceeds the threshold, the entry is preemptively blocked.
■ AI Real-time Monitor Panel
An exclusive on-chart panel allows you to monitor the AI's status in real-time:
* AI Filter State (ON/OFF)
* Number of currently memorized loss patterns
* Real-time AI Score (Red=Blocked, Orange=Alert, Yellow=Caution)
* Daily and total block counts
■ Strategic Logic Overview
* Range Identification: Automatically captures high/low prices from UTC 0:00 to 6:00.
* Trend Filtering: Operates strictly in the direction of the H1 150 EMA long-term trend.
* High-Precision Entry: Executes after a confirmed 2.0 pip breakout following the session close.
* Capital Protection: Adaptive SL/TP based on ATR, Trailing Stop, and Break-Even logic.
■ Latest Backtest Performance (Jan 2021 - Apr 2026)
Verified with 1.9 million ticks and 99.9% modeling quality.
* Developer: Karakuri Algo
* Initial Deposit: $10,000.00
* Total Net Profit: $44,388.34 (+443.8%)
* Profit Factor (PF): 1.17
* Recovery Factor: 4.49
* Max Equity Drawdown: 25.82% ($9,893.54)
* Total Trades: 2,084
* Winning Rate: 39.4% (Optimized for high risk-to-reward ratio)
■ Full Parameter List
[AI Settings]
* InpUseAI: Toggle AI filtering
* InpAI_MaxPatterns: Max patterns to memorize (Recommended: 20-100)
* InpAI_BlockThresh: Blocking sensitivity (Optimized value: 1.52)
* InpShowAIPanel: Toggle on-chart monitor panel
[Core Settings]
* InpTokyoStartHour / EndHour: Tokyo session range timing (Default: 0 / 6)
* InpEntryEndHour: Entry deadline (Default: 20)
* InpBreakPips: Breakout confirmation buffer (2.0 pips)
* InpEMAPeriod: Trend filter period (150)
* InpRiskPct: Risk percentage per trade (1.0%)
* InpMagicNumber: 20260003 (v3 Unique ID)
■ Recommended Setup
* Symbol: USDJPY
* Timeframe: M15
* Minimum Balance: $1,000 recommended
* Account: Low spread account (under 3.0 pips) highly recommended
